{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get_action_dir()\n",
    "!export OBJAVERSE_DATA_DIR=/home/fd_chen/in_context_RL/spoc-robot-training/data/objaverse_assets\n",
    "!export OBJAVERSE_HOUSES_DIR=/home/fd_chen/in_context_RL/spoc-robot-training/data/objaverse_houses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取hdf5\n",
    "from __future__ import print_function\n",
    "import h5py\n",
    "import numpy as np\n",
    "import os\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<KeysViewHDF5 ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']>\n",
      "<KeysViewHDF5 ['an_object_is_in_hand', 'house_index', 'hypothetical_task_success', 'last_action_is_random', 'last_action_str', 'last_action_success', 'last_agent_location', 'manip_accurate_object_bbox', 'manip_task_relevant_object_bbox', 'minimum_l2_target_distance', 'minimum_visible_target_alignment', 'nav_accurate_object_bbox', 'nav_task_relevant_object_bbox', 'relative_arm_location_metadata', 'room_current_seen', 'rooms_seen', 'templated_task_spec', 'visible_target_4m_count']>\n",
      "<HDF5 dataset \"minimum_l2_target_distance\": shape (21, 1), type \"<f8\">\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# 读取hdf5文件\n",
    "f = h5py.File('data/fifteen/ObjectNavType/train/000001/hdf5_sensors.hdf5', 'r')\n",
    "# 读取数据\n",
    "print(f.keys())\n",
    "print(f['1'].keys())\n",
    "print(f['1']['minimum_l2_target_distance'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from collections import Counter\n",
    "\n",
    "# def get_action_dir(directory = \"/home/fd_chen/in_context_RL/spoc-robot-training/data/fifteen/ObjectNavType/train\"):\n",
    "#     action_list = []\n",
    "#     for root, dirs, files in os.walk(directory):\n",
    "#         for file in files:\n",
    "#             if file.endswith('.hdf5') or file.endswith('.h5'):\n",
    "#                 file_path = os.path.join(root, file)\n",
    "#                 f = h5py.File(file_path, 'r')\n",
    "#                 action_strings = [bytes(item).decode('utf-8').rstrip('\\x00') for item in f[\"0\"]['last_action_str']]\n",
    "#                 action_list.extend(action_strings)\n",
    "#     return action_list\n",
    "\n",
    "# actions = get_action_dir()\n",
    "# action_counts = Counter(actions)\n",
    "# print(action_counts)\n",
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# # Plot the action counts as a bar chart\n",
    "# plt.bar(action_counts.keys(), action_counts.values())\n",
    "# plt.xlabel('Actions')\n",
    "# plt.ylabel('Counts')\n",
    "# plt.title('Action Counts')\n",
    "# plt.xticks(rotation=90)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import json\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def read_all_actions_files(directory=\"/home/fd_chen/in_context_RL/spoc-robot-training/generator_data\"):\n",
    "    \"\"\"\n",
    "    Read all 'actions.json' files in the specified directory and its subdirectories.\n",
    "\n",
    "    :param directory: The root directory to start searching for 'actions.json' files.\n",
    "    :return: A list of contents from all 'actions' files.\n",
    "    \"\"\"\n",
    "    actions_files = []\n",
    "    actions_contents = []\n",
    "\n",
    "    # Traverse the directory tree\n",
    "    for root, dirs, files in os.walk(directory):\n",
    "        # Find all 'actions.json' files in the current directory\n",
    "        for file in files:\n",
    "            if file == \"actions.json\":\n",
    "                actions_files.append(os.path.join(root, file))\n",
    "\n",
    "    # Read the contents of each 'actions' file\n",
    "    for file_path in actions_files:\n",
    "        with open(file_path, 'r') as file:\n",
    "            # Load JSON data\n",
    "            data = json.load(file)\n",
    "            actions_contents.extend(data)\n",
    "\n",
    "    return actions_contents\n",
    "\n",
    "# Example usage\n",
    "actions_contents = read_all_actions_files()\n",
    "\n",
    "# Count the occurrences of each action\n",
    "action_counts = Counter(actions_contents)\n",
    "\n",
    "# Sort actions by their count in descending order\n",
    "sorted_actions = sorted(action_counts.items(), key=lambda x: x[1], reverse=True)\n",
    "actions, counts = zip(*sorted_actions)\n",
    "\n",
    "# Create subplots for the bar chart and pie chart\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 8))\n",
    "\n",
    "# 1. Plot the action counts as a bar chart (sorted and with gradient color)\n",
    "colors_bar = plt.cm.autumn(np.linspace(0, 1, len(actions)))\n",
    "bars = axes[0].bar(actions, counts, color=colors_bar)\n",
    "axes[0].set_xlabel('Actions', fontsize=14)\n",
    "axes[0].set_ylabel('Counts', fontsize=14)\n",
    "axes[0].set_title('Action Counts (Sorted)', fontsize=16, weight='bold', color='black')\n",
    "axes[0].tick_params(axis='x', rotation=90)\n",
    "\n",
    "# Add text labels to each bar (display the count)\n",
    "for bar in bars:\n",
    "    yval = bar.get_height()\n",
    "    axes[0].text(bar.get_x() + bar.get_width() / 2, yval + 0.5, f'{yval}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "\n",
    "# 2. Plot the action counts as a pie chart with count and percentage labels\n",
    "colors_pie = plt.cm.Pastel1(np.linspace(0, 1, len(actions)))  # 使用低饱和度的 Pastel 配色方案\n",
    "labels_with_counts = [f'{action} ({count})' for action, count in zip(actions, counts)]  # 添加数量到标签中\n",
    "axes[1].pie(counts, labels=labels_with_counts, autopct='%1.1f%%', startangle=140, colors=colors_pie, wedgeprops={'edgecolor': 'black'})\n",
    "axes[1].set_title('Action Distribution', fontsize=16, weight='bold', color='black')\n",
    "\n",
    "# Tight layout to adjust subplots spacing\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "\n",
    "def count_images_in_generator_data(root_folder):\n",
    "    image_counts = []\n",
    "    \n",
    "    for dirpath, dirnames, filenames in os.walk(root_folder):\n",
    "        # 检查是否在 frame 文件夹内\n",
    "        if os.path.basename(dirpath) == \"frame\":\n",
    "            # 统计所有 .png 文件的数量\n",
    "            png_files = [file for file in filenames if file.endswith('.png')]\n",
    "            num_images = len(png_files)\n",
    "            # 只添加图片数量大于0的文件夹\n",
    "            if num_images > 0:\n",
    "                image_counts.append(num_images)\n",
    "            \n",
    "    return image_counts\n",
    "\n",
    "def plot_image_count_distribution(image_counts):\n",
    "    # 使用 Counter 统计不同图片数量出现的频次\n",
    "    count_distribution = Counter(image_counts)\n",
    "    counts = sorted(list(count_distribution.keys()))\n",
    "    frequency = [count_distribution[count] for count in counts]\n",
    "\n",
    "    # 计算频率\n",
    "    total_count = sum(frequency)\n",
    "    frequency_normalized = [f / total_count for f in frequency]\n",
    "\n",
    "    # 绘制折线图\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    plt.plot(counts, frequency_normalized, linestyle='-', color='red', linewidth=2)  # 绘制频率分布\n",
    "    plt.fill_between(counts, frequency_normalized, color='orange', alpha=0.3)  # 增加渐变填充效果\n",
    "    plt.xlabel('Number of Images in Frame Folder', fontsize=14)\n",
    "    plt.ylabel('Frequency', fontsize=14)\n",
    "    plt.title('Distribution of Number of Images Across Frame Folders (Normalized)', fontsize=16, weight='bold', color='black')\n",
    "    plt.grid(True, linestyle='--', alpha=0.7)  # 添加网格线\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 示例用法\n",
    "generator_data_path = \"./generator_data_debug\"  # 请将此路径替换为你的实际路径\n",
    "image_counts = count_images_in_generator_data(generator_data_path)\n",
    "plot_image_count_distribution(image_counts)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "types_contents Counter()\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "max() arg is an empty sequence",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[3], line 36\u001b[0m\n\u001b[1;32m     34\u001b[0m object_type_counts \u001b[38;5;241m=\u001b[39m Counter(types_contents)\n\u001b[1;32m     35\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtypes_contents\u001b[39m\u001b[38;5;124m\"\u001b[39m, object_type_counts)\n\u001b[0;32m---> 36\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msum object type:\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;43mmax\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mobject_type_counts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m)\u001b[49m) \n\u001b[1;32m     38\u001b[0m \u001b[38;5;66;03m# Sort object types by their count in descending order\u001b[39;00m\n\u001b[1;32m     39\u001b[0m sorted_object_types \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(object_type_counts\u001b[38;5;241m.\u001b[39mitems(), key\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m x: x[\u001b[38;5;241m1\u001b[39m], reverse\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
      "\u001b[0;31mValueError\u001b[0m: max() arg is an empty sequence"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import json\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def read_all_types_files(directory=\"/home/fd_chen/in_context_RL/spoc-robot-training/generator_data_debug\"):\n",
    "    \"\"\"\n",
    "    Read all 'object_info.json' files in the specified directory and its subdirectories.\n",
    "\n",
    "    :param directory: The root directory to start searching for 'object_info.json' files.\n",
    "    :return: A list of object types from all 'object_info.json' files.\n",
    "    \"\"\"\n",
    "    objectType_files = []\n",
    "    objectType_contents = []\n",
    "\n",
    "    for root, dirs, files in os.walk(directory):\n",
    "        objectType_files.extend(\n",
    "            os.path.join(root, file)\n",
    "            for file in files\n",
    "            if file == \"object_info.json\"\n",
    "        )\n",
    "    for file_path in objectType_files:\n",
    "        with open(file_path, 'r') as file:\n",
    "            data = json.load(file)\n",
    "            objectType_contents.append(data['objectType'])\n",
    "\n",
    "    return objectType_contents\n",
    "\n",
    "# Example usage\n",
    "types_contents = read_all_types_files()\n",
    "\n",
    "# Count the occurrences of each object type\n",
    "object_type_counts = Counter(types_contents)\n",
    "print(\"types_contents\", object_type_counts)\n",
    "print(\"sum object type:\", max(object_type_counts, key=len)) \n",
    "\n",
    "# Sort object types by their count in descending order\n",
    "sorted_object_types = sorted(object_type_counts.items(), key=lambda x: x[1], reverse=True)\n",
    "object_types, counts = zip(*sorted_object_types)\n",
    "\n",
    "# Create subplots for the bar chart and pie chart\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 8))\n",
    "\n",
    "# 1. Plot the object type counts as a bar chart (sorted and with gradient color)\n",
    "colors_bar = plt.cm.autumn(np.linspace(0, 1, len(object_types)))\n",
    "axes[0].bar(object_types, counts, color=colors_bar)\n",
    "axes[0].set_xlabel('Object Types', fontsize=14)\n",
    "axes[0].set_ylabel('Counts', fontsize=14)\n",
    "axes[0].set_title('Object Type Counts (Sorted)', fontsize=16, weight='bold', color='black')\n",
    "axes[0].tick_params(axis='x', rotation=90)\n",
    "\n",
    "# 2. Plot the object type counts as a pie chart\n",
    "colors_pie = plt.cm.Pastel1(np.linspace(0, 1, len(actions)))  # 使用低饱和度的 Pastel 配色方案\n",
    "axes[1].pie(counts, labels=object_types, autopct='%1.1f%%', startangle=140, colors=colors_pie, wedgeprops={'edgecolor': 'black'})\n",
    "axes[1].set_title('Object Type Distribution', fontsize=16, weight='bold', color='black')\n",
    "\n",
    "# Tight layout to adjust subplots spacing\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost of (1.2, 3.4, 0.5): 10.5\n"
     ]
    }
   ],
   "source": [
    "open_set = {}\n",
    "node_state = (1.2, 3.4, 0.5)  # x, y, yaw\n",
    "open_set[node_state] = 10.5  # 存储代价\n",
    "\n",
    "# 检索键值\n",
    "cost = open_set[node_state]\n",
    "print(f\"Cost of {node_state}: {cost}\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "data_production",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
